knowledge-base

RAG search, document Q&A, and semantic search over uploaded documents

Server path: /knowledge-base | Type: Embedded | PCID required: No

Tools

Tool	Description
knowledge-base_list_collections	List all available knowledge base collections
knowledge-base_create_collection	Create a new knowledge base collection for storing and searching documents. Returns { id, name, type } - use the “id” field as collectionId for subsequent operations like uploading files.
knowledge-base_ask	Ask questions about document chunks from a knowledge base. Returns AI-generated answers based on semantic search of uploaded documents. Use collectionId from knowledge-base_list_collections to specify which collection to query.
knowledge-base_search	Search for semantically matching document chunks from a knowledge base. Returns relevant document snippets with similarity scores. Use collectionId from knowledge-base_list_collections to specify which collection to search.
knowledge-base_upload_file	Upload a file to the knowledge base collection. Needs an EXISTING collection ID (not a name). You can get the existing collection IDs from the knowledge_base_list_collections tool. Agents: to share the uploaded file, call knowledge-base_create_sharelink afterward — avoid requesting file_url as it bloats context with storage credentials. Workflows: set returnFileUrl=true to include the file_url in the response for convenient downstream use.
knowledge-base_delete_item	Delete a file from the knowledge base collection. Needs an EXISTING collection ID (not a name). You can get the existing collection IDs from the knowledge_base_list_collections tool.
knowledge-base_create_sharelink	DEFAULT TOOL when a user asks to ‘get’, ‘share’, or ‘send’ a knowledge base file. Works for both public and private files. Creates a clean, shareable URL that serves the file directly in the browser. For private files, returns a short URL that does not expose storage signatures. For public files, returns the public URL directly. When the user says ‘get me file X’ or ‘can I have file X’, use this tool — do NOT retrieve file contents unless the user explicitly wants them for processing. Each call generates a unique short URL with its own independent expiration. Optionally store query parameters that will be appended to the URL when the link is accessed.

---

knowledge-base_list_collections

List all available knowledge base collections

Parameters: None

Show inputSchema

{
  "type": "object",
  "properties": {}
}

---

knowledge-base_create_collection

Create a new knowledge base collection for storing and searching documents. Returns { id, name, type } - use the “id” field as collectionId for subsequent operations like uploading files.

Parameters:

Parameter	Type	Required	Default	Description
name	string	Yes	—	Display name for the knowledge base collection
description	string	No	—	Optional description of the collection purpose
createdBy	string	Yes	—	User ID creating the collection - use the current user ID or a service identifier
createdByName	string	Yes	—	Display name shown as creator - use the current user name or service name

Show inputSchema

{
  "type": "object",
  "properties": {
    "name": {
      "type": "string",
      "description": "Display name for the knowledge base collection"
    },
    "description": {
      "type": "string",
      "description": "Optional description of the collection purpose"
    },
    "createdBy": {
      "type": "string",
      "description": "User ID creating the collection - use the current user ID or a service identifier"
    },
    "createdByName": {
      "type": "string",
      "description": "Display name shown as creator - use the current user name or service name"
    }
  },
  "required": [
    "name",
    "createdBy",
    "createdByName"
  ]
}

---

knowledge-base_ask

Ask questions about document chunks from a knowledge base. Returns AI-generated answers based on semantic search of uploaded documents. Use collectionId from knowledge-base_list_collections to specify which collection to query.

Parameters:

Parameter	Type	Required	Default	Description
collectionId	string	Yes	—	Collection ID (not name) to query - e.g. “KCny7nGXpBzWNYpJzC0b”. Get from knowledge-base_list_collections.
userPrompts	string	Yes	—	Use the user’s EXACT question or message as the query. Do NOT rephrase, summarize, or convert to keywords — semantic search works best with the user’s original natural-language wording. Multiple questions are answered together in a comprehensive response.
proxyId	string	No	—	Optional proxy ID to access a shared knowledge base collection. Only needed for shared collections accessed via API key. For regular collections, omit this parameter.
systemPrompts	string	No	—	Instructions for response style.
filterTags	any	No	—	Filters are synonymous with tags. ALWAYS apply filterTags when provided in conversation memory (e.g. kbSearchHint). Otherwise, only use filters/tags if the user explicitly specifies them. Type is the operator, key is the attribute, and value is the value to filter on. Examples: Simple: {“type”: “eq”, “key”: “filename”, “value”: “TravelPolicy.pdf”} or Compound: {“type”: “and”, “filters”: [{“type”: “eq”, “key”: “status”, “value”: “active”}, {“type”: “gt”, “key”: “priority”, “value”: 5}]}. Operators: eq, ne, gt, gte, lt, lte
maxResults	number	No	10	Documents to retrieve for context. More = better context but higher cost. Simple Q: 5-10, Complex: 15-25, Research: 30-50
provider	string	No	"groq"	LLM provider. Prefer Groq. Only change to OpenAI if the user explicitly requests it.
model	string	No	—	AI model. Only set if the user explicitly requests a specific model. Omit to use provider default.
stream	boolean	No	—	Enable for real-time responses. Good for chat UIs and long answers.

Show inputSchema

{
  "type": "object",
  "properties": {
    "collectionId": {
      "type": "string",
      "description": "Collection ID (not name) to query - e.g. \"KCny7nGXpBzWNYpJzC0b\". Get from knowledge-base_list_collections."
    },
    "userPrompts": {
      "oneOf": [
        {
          "type": "string"
        },
        {
          "type": "array",
          "items": {
            "type": "string"
          }
        }
      ],
      "description": "Use the user's EXACT question or message as the query. Do NOT rephrase, summarize, or convert to keywords — semantic search works best with the user's original natural-language wording. Multiple questions are answered together in a comprehensive response."
    },
    "proxyId": {
      "type": "string",
      "description": "Optional proxy ID to access a shared knowledge base collection. Only needed for shared collections accessed via API key. For regular collections, omit this parameter."
    },
    "systemPrompts": {
      "oneOf": [
        {
          "type": "string"
        },
        {
          "type": "array",
          "items": {
            "type": "string"
          }
        }
      ],
      "description": "Instructions for response style."
    },
    "filterTags": {
      "type": "effects",
      "description": "Filters are synonymous with tags. ALWAYS apply filterTags when provided in conversation memory (e.g. kbSearchHint). Otherwise, only use filters/tags if the user explicitly specifies them. Type is the operator, key is the attribute, and value is the value to filter on. Examples: Simple: {\"type\": \"eq\", \"key\": \"filename\", \"value\": \"TravelPolicy.pdf\"} or Compound: {\"type\": \"and\", \"filters\": [{\"type\": \"eq\", \"key\": \"status\", \"value\": \"active\"}, {\"type\": \"gt\", \"key\": \"priority\", \"value\": 5}]}. Operators: eq, ne, gt, gte, lt, lte"
    },
    "maxResults": {
      "type": "number",
      "default": 10,
      "description": "Documents to retrieve for context. More = better context but higher cost. Simple Q: 5-10, Complex: 15-25, Research: 30-50"
    },
    "provider": {
      "type": "string",
      "enum": [
        "groq",
        "openai"
      ],
      "default": "groq",
      "description": "LLM provider. Prefer Groq. Only change to OpenAI if the user explicitly requests it."
    },
    "model": {
      "type": "string",
      "description": "AI model. Only set if the user explicitly requests a specific model. Omit to use provider default."
    },
    "stream": {
      "type": "boolean",
      "description": "Enable for real-time responses. Good for chat UIs and long answers."
    }
  },
  "required": [
    "collectionId",
    "userPrompts"
  ]
}

---

knowledge-base_search

Search for semantically matching document chunks from a knowledge base. Returns relevant document snippets with similarity scores. Use collectionId from knowledge-base_list_collections to specify which collection to search.

Parameters:

Parameter	Type	Required	Default	Description
collectionId	string	Yes	—	Collection ID (not name) to search in - e.g. “KCny7nGXpBzWNYpJzC0b”. Get from knowledge-base_list_collections.
query	string	Yes	—	Use the user’s EXACT question or message as the search query. Do NOT rephrase, summarize, or convert to keywords — semantic search works best with the user’s original natural-language wording.
filterTags	any	No	—	Filters are synonymous with tags. ALWAYS apply filterTags when provided in conversation memory (e.g. kbSearchHint). Otherwise, only use filters/tags if the user explicitly specifies them. Type is the operator, key is the attribute, and value is the value to filter on. Examples: Simple: {“type”: “eq”, “key”: “filename”, “value”: “TravelPolicy.pdf”} or Compound: {“type”: “and”, “filters”: [{“type”: “eq”, “key”: “status”, “value”: “active”}, {“type”: “gt”, “key”: “priority”, “value”: 5}]}. Operators: eq, ne, gt, gte, lt, lte
proxyId	string	No	—	Optional proxy ID to access a shared knowledge base collection. Only needed for shared collections accessed via API key. For regular collections, omit this parameter.
maxResults	number	No	10	Maximum results to return. Higher = more comprehensive but slower.
confidence	number	No	0.7	Minimum confidence threshold. 0.3-0.5 = broad, 0.5-0.7 = balanced, 0.7-0.9 = precise
rewriteQuery	boolean	No	—	Auto-enhance query: fixes typos, expands abbreviations, adds synonyms. Good for user-typed searches.

Show inputSchema

{
  "type": "object",
  "properties": {
    "collectionId": {
      "type": "string",
      "description": "Collection ID (not name) to search in - e.g. \"KCny7nGXpBzWNYpJzC0b\". Get from knowledge-base_list_collections."
    },
    "query": {
      "type": "string",
      "description": "Use the user's EXACT question or message as the search query. Do NOT rephrase, summarize, or convert to keywords — semantic search works best with the user's original natural-language wording."
    },
    "filterTags": {
      "type": "effects",
      "description": "Filters are synonymous with tags. ALWAYS apply filterTags when provided in conversation memory (e.g. kbSearchHint). Otherwise, only use filters/tags if the user explicitly specifies them. Type is the operator, key is the attribute, and value is the value to filter on. Examples: Simple: {\"type\": \"eq\", \"key\": \"filename\", \"value\": \"TravelPolicy.pdf\"} or Compound: {\"type\": \"and\", \"filters\": [{\"type\": \"eq\", \"key\": \"status\", \"value\": \"active\"}, {\"type\": \"gt\", \"key\": \"priority\", \"value\": 5}]}. Operators: eq, ne, gt, gte, lt, lte"
    },
    "proxyId": {
      "type": "string",
      "description": "Optional proxy ID to access a shared knowledge base collection. Only needed for shared collections accessed via API key. For regular collections, omit this parameter."
    },
    "maxResults": {
      "type": "number",
      "default": 10,
      "description": "Maximum results to return. Higher = more comprehensive but slower."
    },
    "confidence": {
      "type": "number",
      "default": 0.7,
      "description": "Minimum confidence threshold. 0.3-0.5 = broad, 0.5-0.7 = balanced, 0.7-0.9 = precise"
    },
    "rewriteQuery": {
      "type": "boolean",
      "description": "Auto-enhance query: fixes typos, expands abbreviations, adds synonyms. Good for user-typed searches."
    }
  },
  "required": [
    "collectionId",
    "query"
  ]
}

---

knowledge-base_upload_file

Upload a file to the knowledge base collection. Needs an EXISTING collection ID (not a name). You can get the existing collection IDs from the knowledge_base_list_collections tool. Agents: to share the uploaded file, call knowledge-base_create_sharelink afterward — avoid requesting file_url as it bloats context with storage credentials. Workflows: set returnFileUrl=true to include the file_url in the response for convenient downstream use.

Parameters:

Parameter	Type	Required	Default	Description
collectionId	string	Yes	—	Collection ID to add the file to.
filename	string	Yes	—	Name of file to store
fileUrl	string	No	—	URL of file to upload. Preferred method - use this if you have a URL. Use either fileUrl OR fileContent, not both.
fileContent	string	No	—	File content to upload. Only use this if you do not have a fileUrl. Use either fileContent OR fileUrl, not both.
fileLinksExpireInDays	number	No	—	Number of days until file links expire
fileLinksExpireInMinutes	number	No	—	Number of minutes until file links expire
returnFileUrl	boolean	No	false	Whether to include the file_url (signed storage URL) in the response. Agents should generally leave this false and use knowledge-base_create_sharelink instead. Workflows should set true when the URL is needed by downstream steps.
proxyId	string	No	—	Proxy ID to access a shared knowledge base collection. Requires X-API-Key header.

Show inputSchema

{
  "type": "object",
  "properties": {
    "collectionId": {
      "type": "string",
      "description": "Collection ID to add the file to."
    },
    "filename": {
      "type": "string",
      "description": "Name of file to store"
    },
    "fileUrl": {
      "type": "string",
      "description": "URL of file to upload. Preferred method - use this if you have a URL. Use either fileUrl OR fileContent, not both."
    },
    "fileContent": {
      "type": "string",
      "description": "File content to upload. Only use this if you do not have a fileUrl. Use either fileContent OR fileUrl, not both."
    },
    "fileLinksExpireInDays": {
      "type": "number",
      "description": "Number of days until file links expire"
    },
    "fileLinksExpireInMinutes": {
      "type": "number",
      "description": "Number of minutes until file links expire"
    },
    "returnFileUrl": {
      "type": "boolean",
      "default": false,
      "description": "Whether to include the file_url (signed storage URL) in the response. Agents should generally leave this false and use knowledge-base_create_sharelink instead. Workflows should set true when the URL is needed by downstream steps."
    },
    "proxyId": {
      "type": "string",
      "description": "Proxy ID to access a shared knowledge base collection. Requires X-API-Key header."
    }
  },
  "required": [
    "collectionId",
    "filename"
  ]
}

---

knowledge-base_delete_item

Delete a file from the knowledge base collection. Needs an EXISTING collection ID (not a name). You can get the existing collection IDs from the knowledge_base_list_collections tool.

Parameters:

Parameter	Type	Required	Default	Description
collectionId	string	Yes	—	Collection ID the file belongs to
filename	string	Yes	—	Name of file to delete
proxyId	string	No	—	Proxy ID to access a shared knowledge base collection. Requires X-API-Key header.

Show inputSchema

{
  "type": "object",
  "properties": {
    "collectionId": {
      "type": "string",
      "description": "Collection ID the file belongs to"
    },
    "filename": {
      "type": "string",
      "description": "Name of file to delete"
    },
    "proxyId": {
      "type": "string",
      "description": "Proxy ID to access a shared knowledge base collection. Requires X-API-Key header."
    }
  },
  "required": [
    "collectionId",
    "filename"
  ]
}

---

knowledge-base_create_sharelink

DEFAULT TOOL when a user asks to ‘get’, ‘share’, or ‘send’ a knowledge base file. Works for both public and private files. Creates a clean, shareable URL that serves the file directly in the browser. For private files, returns a short URL that does not expose storage signatures. For public files, returns the public URL directly. When the user says ‘get me file X’ or ‘can I have file X’, use this tool — do NOT retrieve file contents unless the user explicitly wants them for processing. Each call generates a unique short URL with its own independent expiration. Optionally store query parameters that will be appended to the URL when the link is accessed.

Parameters:

Parameter	Type	Required	Default	Description
collectionId	string	Yes	—	Collection ID the file belongs to
filename	string	Yes	—	Name of the file to create a share link for (required) - e.g. “example.json”
fileLinksExpireInDays	number	No	—	Share link expiration in days (1-7). At least one of fileLinksExpireInDays or fileLinksExpireInMinutes is required.
fileLinksExpireInMinutes	number	No	—	Share link expiration in minutes. Can be combined with days (max 7 days total). At least one of fileLinksExpireInDays or fileLinksExpireInMinutes is required.
queryParams	object	No	—	Optional key-value pairs to store with the link. When the short URL is accessed, these params are appended to the URL via redirect so client-side JavaScript can read them via URLSearchParams.
proxyId	string	No	—	Proxy ID to access a shared knowledge base collection. Requires X-API-Key header.

Show inputSchema

{
  "type": "object",
  "properties": {
    "collectionId": {
      "type": "string",
      "description": "Collection ID the file belongs to"
    },
    "filename": {
      "type": "string",
      "description": "Name of the file to create a share link for (required) - e.g. \"example.json\""
    },
    "fileLinksExpireInDays": {
      "type": "number",
      "description": "Share link expiration in days (1-7). At least one of fileLinksExpireInDays or fileLinksExpireInMinutes is required."
    },
    "fileLinksExpireInMinutes": {
      "type": "number",
      "description": "Share link expiration in minutes. Can be combined with days (max 7 days total). At least one of fileLinksExpireInDays or fileLinksExpireInMinutes is required."
    },
    "queryParams": {
      "type": "object",
      "additionalProperties": true,
      "description": "Optional key-value pairs to store with the link. When the short URL is accessed, these params are appended to the URL via redirect so client-side JavaScript can read them via URLSearchParams."
    },
    "proxyId": {
      "type": "string",
      "description": "Proxy ID to access a shared knowledge base collection. Requires X-API-Key header."
    }
  },
  "required": [
    "collectionId",
    "filename"
  ]
}